Sparse Coding Enables the Reconstruction of High-Fidelity Images and Video from Retinal Spike Trains

Watkins, Yijing Z.; Kenyon, Garrett; Mascarenas, David; Thresher, Austin Morgan

doi:10.1145/3229884.3229892

Title: Sparse Coding Enables the Reconstruction of High-Fidelity Images and Video from Retinal Spike Trains

Conference · Mon Dec 10 00:00:00 EST 2018

DOI:https://doi.org/10.1145/3229884.3229892· OSTI ID:1485372

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Los Alamos National Laboratory

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Research Organization:: Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)

Sponsoring Organization:: USDOE National Nuclear Security Administration (NNSA)

DOE Contract Number:: 89233218CNA000001

OSTI ID:: 1485372

Report Number(s):: LA-UR-18-31509

Resource Relation:: Conference: ICONS '18 Proceedings of the International Conference on Neuromorphic Systems Article No. 8 ; 2018-07-23 - 2018-07-26 ; Knoxville, Tennessee, United States

Country of Publication:: United States

Language:: English

References (9)

Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information Candes, E.J.; Romberg, J.; Tao, T. IEEE Transactions on Information Theory, Vol. 52, Issue 2, p. 489-509 https://doi.org/10.1109/TIT.2005.862083	journal	February 2006
Sparse Coding via Thresholding and Local Competition in Neural Circuits Rozell, Christopher J.; Johnson, Don H.; Baraniuk, Richard G. Neural Computation, Vol. 20, Issue 10 https://doi.org/10.1162/neco.2008.03-07-486	journal	October 2008
Decoding Visual Information From a Population of Retinal Ganglion Cells Warland, David K.; Reinagel, Pamela; Meister, Markus Journal of Neurophysiology, Vol. 78, Issue 5 https://doi.org/10.1152/jn.1997.78.5.2336	journal	November 1997
Compressed sensing Donoho, D. L. IEEE Transactions on Information Theory, Vol. 52, Issue 4 https://doi.org/10.1109/TIT.2006.871582	journal	April 2006
Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries Elad, Michael; Aharon, Michal IEEE Transactions on Image Processing, Vol. 15, Issue 12 https://doi.org/10.1109/TIP.2006.881969	journal	January 2006
Correlated Firing Improves Stimulus Discrimination in a Retinal Model Kenyon, Garrett T.; Theiler, James; George, John S. Neural Computation, Vol. 16, Issue 11 https://doi.org/10.1162/0899766041941916	journal	November 2004
Stimulus-Specific Oscillations in a Retinal Model Kenyon, G. T.; Travis, B. J.; Theiler, J. IEEE Transactions on Neural Networks, Vol. 15, Issue 5 https://doi.org/10.1109/TNN.2004.832722	journal	September 2004
See globally, spike locally: oscillations in a retinal model encode large visual features Stephens, Greg J.; Neuenschwander, Sergio; George, John S. Biological Cybernetics, Vol. 95, Issue 4 https://doi.org/10.1007/s00422-006-0093-5	journal	August 2006
Adaptive compressive sensing for low power wireless sensors Watkins, Adam; Mudhireddy, Venkata Naresh; Wang, Haibo Proceedings of the 24th edition of the great lakes symposium on VLSI https://doi.org/10.1145/2591513.2591537	conference	May 2014

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